{"id":"W6980393104","doi":"","title":"Careers in the environment in Australia: results of a survey of environmental jobs","year":2007,"lang":"en","type":"article","venue":"RMIT Research Repository (RMIT University Library)","topic":"Plant Toxicity and Pharmacological Properties","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redress; Sustainability; Work (physics); Work environment; Government (linguistics); Natural resource; Working environment; Matching (statistics); Environmental impact assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001556854,0.0001120402,0.0001660999,0.0009034373,0.001050424,0.0004987785,0.0002416633,0.0004482917,0.001636915],"category_scores_gemma":[0.003427156,0.0002425737,0.0002237515,0.00110791,0.0004060227,0.0006822255,0.001391322,0.000504809,0.0003531205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005453798,"about_ca_system_score_gemma":0.0007849961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03389844,"about_ca_topic_score_gemma":0.05778798,"domain_scores_codex":[0.9991897,0.0002283615,0.0001074732,0.00007993401,0.0002410026,0.0001535923],"domain_scores_gemma":[0.996761,0.0006475209,0.0007615013,0.00009702893,0.0008427766,0.000890051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005378673,0.0001073773,0.9440984,0.0001559428,0.00001271707,0.0003032386,0.03776288,0.00004076634,0.000747974,0.00008934758,0.001143081,0.01548437],"study_design_scores_gemma":[0.000001232231,0.0001105635,0.9849984,0.00002448555,0.00000287381,0.00008025992,0.01295444,0.00005944309,0.00004251805,0.00001933749,0.001701975,0.000004402578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998322,0.0001317939,0.000045465,0.0003316685,0.000004862673,0.00001865665,0.0001472395,0.000001594489,0.0009966926],"genre_scores_gemma":[0.996463,0.0005722545,0.0002232,0.0003686078,0.000009698896,0.00004201613,0.000170049,0.000003571664,0.002147611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03389844,"threshold_uncertainty_score":0.06740224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06558474908748488,"score_gpt":0.2722441983953024,"score_spread":0.2066594493078175,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}